基于多视图对比学习的动态图链接预测方法
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焦鹏飞, 吴子安, 刘欢, 张纪林, 万健
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Dynamic graph link prediction based on multi⁃view contrastive learning
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Pengfei Jiao, Zian Wu, Huan Liu, Jilin Zhang, Jian Wan
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表3 已知边检测实验结果
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Table 3 Experimental results of inductive dynamic link detection
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| DBLP | Facebook | Workplace | Primary | HS11 | HS12 | High School |
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| AUC | | GAE | 86.16%±2.41% | 86.31%±0.67% | 83.17%±1.60% | 84.38%±1.28% | 89.59%±1.40% | 85.81%±1.17% | 94.16%±0.76% | | VGAE | 89.20%±1.60% | 87.96%±1.02% | 82.56%±2.07% | 84.29%±2.38% | 89.40%±1.10% | 85.01%±0.82% | 94.27%±2.15% | | GCRN | 86.64%±1.80% | 87.27%±0.66% | 84.09%±1.08% | 78.93%±2.37% | 87.88%±5.34% | 87.68%±0.79% | 92.66%±0.71% | | VGRNN | 88.28%±1.39% | 88.41%±0.84% | 84.00%±6.22% | 83.57%±2.64% | 86.94%±2.26% | 87.32 %±0.64% | 94.63%±0.70% | | EGCN | 81.14%±2.95% | 85.00%±0.98% | 81.09%±2.94% | 83.02%±1.62% | 81.73%±3.75% | 86.23 %±0.72% | 93.82%±0.72% | | DySAT | 84.46%±1.86% | 90.17%±0.49% | 83.06%±2.03% | 83.44%±1.39% | 88.11%±1.00% | 86.66 %±0.94% | 94.83%±0.39% | | DGCN | 66.72%±0.99% | 74.31%±1.85% | 65.60%±4.35% | 72.21%±5.12% | 75.56%±4.77% | 73.66 %±2.25% | 66.90%±3.80% | | OURS | 93.73%±0.54% | 91.06%±0.82% | 88.03%±0.92% | 88.92%±0.83% | 91.76%±1.05% | 89.05%±0.59% | 94.98%±0.34% | | AP | | GAE | 86.76%±2.49% | 82.95%±1.11% | 82.13%±2.53% | 81.18%±1.13% | 85.30%±2.22% | 82.30%±1.66% | 92.65%±1.09% | | VGAE | 89.75%±1.55% | 85.92%±1.23% | 81.91%±3.36% | 80.69%±2.57% | 86.52%±1.99% | 82.17%±1.03% | 93.20%±2.99% | | GCRN | 87.51%±1.64% | 85.57%±0.72% | 86.44%±0.82% | 75.89%±2.95% | 86.66%±5.89% | 87.08%±0.93% | 91.58%±0.72% | | VGRNN | 88.69%±1.76% | 86.42%±1.17% | 84.81%±7.23% | 80.63%±2.64% | 85.50%±2.18% | 83.39%±0.84% | 92.95%±1.31% | | EGCN | 80.71%±3.27% | 81.98%±1.10% | 79.86%±2.59% | 78.81%±1.85% | 76.87%±5.51% | 84.33%±0.91% | 92.37%±0.84% | | DySAT | 85.50%±1.78% | 88.43%±0.87% | 83.35%±1.40% | 82.93%±1.48% | 84.12%±0.81% | 84.96%±0.73% | 94.01%±0.61% | | DGCN | 68.12%±1.67% | 71.93%±2.36% | 64.12%±5.16% | 69.50%±5.17% | 72.20%±7.16% | 71.53%±3.81% | 62.30%±4.97% | | OURS | 94.59%±0.51% | 90.09%±1.01% | 87.13%±2.31% | 88.47%±1.08% | 90.06%±1.87% | 87.19%±1.70% | 93.45%±0.71% |
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